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Automation Risk Analysis

Will “Bowling Ball Marker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bowling Ball Marker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Bowling Ball Marker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Collect or select samples for testing or for use as models.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Notify supervisors or other personnel of production problems.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Compute defect percentages or averages, using formulas and calculators.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Compute usable amounts of items in shipments.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Analyze test data, making computations as necessary, to determine test results.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

Technologies & Software

  • Database software
  • Claude (Anthropic)
  • Design of experiments DOE software
  • Inspection marking systems
  • Mastercam computer-aided design and manufacturing software
  • SAP software
  • Coordinate measuring machine software
  • Microsoft PowerPoint
  • Verisurf Metrology
  • DeepSeek
  • Microsoft Excel
  • Tolerance analysis software
  • Data entry software
  • Autodesk AutoCAD
  • Dassault Systemes SolidWorks
  • Mistral (Mistral AI)
  • Grok (xAI)
  • Computer-aided inspection software
  • IBM Notes
  • Siemens Industrial AI
  • Data analysis software
  • Dassault Systemes CATIA
  • FileMaker Pro
  • R
  • Statistical process control SPC data collection devices
  • Label inspection systems
  • Atlassian JIRA
  • Apache Hive
  • ABB AI Robotics
  • Kimi (Moonshot AI)
  • Minitab
  • Llama (Meta)
  • Nova (Amazon)
  • ChatGPT (OpenAI)
  • Microsoft Access
  • Computer assisted design software
  • Cybermetrics GAGETrak
  • The MathWorks MATLAB
  • Cognex Vision AI
  • Microsoft Outlook
  • Wilcox Associates PC-DMIS Inspection Planner
  • Microsoft Word
  • Medical condition coding software
  • Microsoft Office software
  • Skype
  • Apache Pig
  • Sight Machine AI
  • Mastercam Design
  • Extensible markup language XML
  • Structured query language SQL
  • Qwen (Alibaba)
  • Selenium
  • Rockwell Automation AI
  • Microsoft Visio
  • Microsoft SharePoint
  • IBM Lotus Notes
  • Gemini (Google)
  • Frequency meters
  • Penetrant flaw detectors
  • Digital voltmeters DVM
  • Laser shearography flaw detectors
  • Conductivity meters
  • Height gauges
  • Backplane testers
  • Radiographic flaw detectors
  • Pin gauges
  • Frequency counters
  • Calipers
  • Hardness testers
  • Digital resistance thermometers
  • Printed circuit board PCB testers
  • Depth gauges
  • Color spectrometers
  • Beta gauges
  • Return loss calibrator RLC passive component testers
  • Power meters
  • Shock testers
  • Verisurf CMM Master
  • Optical comparators
  • Null-balance acceleration instruments
  • Thread gauges
  • Resistance meters
  • Viscometers
  • Eddy current flaw detectors
  • Industrial bench scales
  • Piezoelectric acceleration instruments
  • Laser thickness gauges
  • Fatigue testers
  • Moisture meters
  • Tensile testers
  • Multimeters
  • Micrometers
  • Sorting machines
  • Calorimetric leak testers
  • Manufacturing defect analyzers MDA
  • Resonance acceleration instruments
  • Coordinate measuring machines CMM
  • Continuity testers
  • Plug gauges
  • Magnetic induction acceleration instruments
  • Hipot testers
  • Personal computers
  • Strain gauges
  • Measuring microscopes
  • Plotters
  • Direct current DC power testers
  • Shear testers
  • Ductility testers
  • Hydraulic pumps
  • Pulse generators
  • Digital multimeters
  • Pi tapes
  • Logic test systems
  • Mass flow leak testers
  • Compression testers
  • Linear or mixed signal equipment
  • Ammeters
  • Verisurf Master3DGage
  • Optical gauges
  • Gloss meters
  • Environmental chambers
  • Eddy current probes
  • Forklifts
  • Force transducers
  • Resistivity meters
  • Signal generators
  • In-circuit testers
  • Capacitive acceleration instruments
  • Overhead cranes
  • Bit error rate testers BERT
  • Function generators
  • Vibration and shaker systems
  • Accelerometers
  • Magnetic particle flaw detectors
  • Verisurf 3Dgage
  • Impact toughness testers
  • Digital resistance meters
  • Holographic interferometers
  • Bubble leak testers
  • Metallurgical microscopes
  • Utrasonic flaw detectors
  • Creep and stress relaxation testers
  • Hydraulic lifts
  • Sampling oscilloscopes
  • Impact hammers

Alternative Job Titles